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Forecast 97aff4e2 · published 2026-08-18

Around 4 job postings mentioning machine learning are expected the week of Sep 14–20, 2026 (likely range: 0–12, 80% coverage) — down from 69 the week of Aug 17–23, 2026.

Missed

What was claimed

The forecast

Target period
Sep 14–20, 2026
Predicted mentions
4 job postings
Direction
↓ Falling
Method
Linear trend fit with confidence interval
Review by
2026-09-20
Expires
2026-09-27

Confidence at publication

Early signal

What happened

Outcome

Actual mentions
15 job postings
Off by
11 postings
Accuracy
24%
Direction
✗ Missed
Predicted range
✗ Actual fell outside it

Interval 0.0-12.0 missed the observed 15.0 (up) in 2026-W38; point estimate was 3.6 (down).

Observed history

machine learning — the series behind the fit

Jul 13–19, 2026: 3 mentionsJul 20–26, 2026: 9 mentionsJul 27–Aug 2, 2026: 0 mentionsAug 3–9, 2026: 3 mentionsAug 10–16, 2026: 0 mentionsAug 17–23, 2026: 5 mentions

How we know

Evidence

40+

Confidence

Early signal

Source diversity

3 sources

Last updated

2026-08-18

Reality validation

Predicted
3.59
Actual
15
Accuracy
24%
Direction
missed

How this forecast was made

Approach
Linear trend fitted to recent weekly counts, with a range to account for uncertainty
How far ahead
4 weeks
Checked against reality by
2026-09-20
Can it be edited?
No — forecasts are locked at publication and scored as-is

Track record for machine learning

10 forecasts published, 10 scored, mean accuracy 56%.

Primary sources

12 sources
Reddit: Ads Conversion Modeling, Machine Learning Engineering Managerjob listing
ngu-gif/genai-role-playbookgithub.com
api-evangelist/mosaicmlgithub.com
Senior Machine Learning Engineer, Ads Content Understandingjob listing
novafabric/novafabricgithub.com